Provides methods for estimation of mean- and quantile-optimal treatment regimes from censored data. Specifically, we have developed distinct functions for three types of right censoring for static treatment using quantile criterion: (1) independent/random censoring, (2) treatment-dependent random censoring, and (3) covariates-dependent random censoring. It also includes a function to estimate quantile-optimal dynamic treatment regimes for independent censored data. Finally, this package also includes a simulation data generative model of a dynamic treatment experiment proposed in literature.
| Version: | 0.1.1 |
| Depends: | R (≥ 3.3), utils |
| Imports: | survival, rgenoud (≥ 5.8), quantreg (≥ 5.18), stats, grDevices, methods, Rdpack, MatrixModels |
| Suggests: | parallel, stringr, testthat, faraway, quantoptr (≥ 0.1.3), survminer |
| Published: | 2019-06-04 |
| DOI: | 10.32614/CRAN.package.QTOCen |
| Author: | Yu Zhou [cre, aut], Lan Wang [ctb] |
| Maintainer: | Yu Zhou <zhou0269 at umn.edu> |
| License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
| NeedsCompilation: | no |
| In views: | CausalInference |
| CRAN checks: | QTOCen results |
| Reference manual: | QTOCen.html , QTOCen.pdf |
| Package source: | QTOCen_0.1.1.tar.gz |
| Windows binaries: | r-devel: QTOCen_0.1.1.zip, r-release: QTOCen_0.1.1.zip, r-oldrel: QTOCen_0.1.1.zip |
| macOS binaries: | r-release (arm64): QTOCen_0.1.1.tgz, r-oldrel (arm64): QTOCen_0.1.1.tgz, r-release (x86_64): QTOCen_0.1.1.tgz, r-oldrel (x86_64): QTOCen_0.1.1.tgz |
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